{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Config**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "\n",
    "# edit the config\n",
    "device = torch.device('cuda:0')\n",
    "dataset_name = 'vox' # ['vox', 'taichi', 'ted', 'mgif']\n",
    "source_image_path = './assets/source.png'\n",
    "driving_video_path = './assets/driving.mp4'\n",
    "output_video_path = './generated.mp4'\n",
    "config_path = 'config/vox-256.yaml'\n",
    "checkpoint_path = 'checkpoints/vox.pth.tar'\n",
    "predict_mode = 'relative' # ['standard', 'relative', 'avd']\n",
    "find_best_frame = False # when use the relative mode to animate a face, use 'find_best_frame=True' can get better quality result\n",
    "\n",
    "pixel = 256 # for vox, taichi and mgif, the resolution is 256*256\n",
    "if(dataset_name == 'ted'): # for ted, the resolution is 384*384\n",
    "    pixel = 384\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Read image and video**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 453
    },
    "id": "Oxi6-riLOgnm",
    "outputId": "d38a8850-9eb1-4de4-9bf2-24cbd847ca1f"
   },
   "outputs": [
    {
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       "\">\n",
       "  Your browser does not support the video tag.\n",
       "</video>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import imageio\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.animation as animation\n",
    "from skimage.transform import resize\n",
    "from IPython.display import HTML\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "source_image = imageio.imread(source_image_path)\n",
    "reader = imageio.get_reader(driving_video_path)\n",
    "\n",
    "\n",
    "source_image = resize(source_image, (pixel, pixel))[..., :3]\n",
    "\n",
    "fps = reader.get_meta_data()['fps']\n",
    "driving_video = []\n",
    "try:\n",
    "    for im in reader:\n",
    "        driving_video.append(im)\n",
    "except RuntimeError:\n",
    "    pass\n",
    "reader.close()\n",
    "\n",
    "driving_video = [resize(frame, (pixel, pixel))[..., :3] for frame in driving_video]\n",
    "\n",
    "def display(source, driving, generated=None):\n",
    "    fig = plt.figure(figsize=(8 + 4 * (generated is not None), 6))\n",
    "\n",
    "    ims = []\n",
    "    for i in range(len(driving)):\n",
    "        cols = [source]\n",
    "        cols.append(driving[i])\n",
    "        if generated is not None:\n",
    "            cols.append(generated[i])\n",
    "        im = plt.imshow(np.concatenate(cols, axis=1), animated=True)\n",
    "        plt.axis('off')\n",
    "        ims.append([im])\n",
    "\n",
    "    ani = animation.ArtistAnimation(fig, ims, interval=50, repeat_delay=1000)\n",
    "    plt.close()\n",
    "    return ani\n",
    "    \n",
    "\n",
    "HTML(display(source_image, driving_video).to_html5_video())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "xjM7ubVfWrwT"
   },
   "source": [
    "**Create a model and load checkpoints**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "id": "3FQiXqQPWt5B"
   },
   "outputs": [],
   "source": [
    "from demo import load_checkpoints\n",
    "inpainting, kp_detector, dense_motion_network, avd_network = load_checkpoints(config_path = config_path, checkpoint_path = checkpoint_path, device = device)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "fdFdasHEj3t7"
   },
   "source": [
    "**Perform image animation**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 471
    },
    "id": "SB12II11kF4c",
    "outputId": "9e2274aa-fd55-4eed-cb50-bec72fcfb8b9"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 169/169 [00:10<00:00, 15.69it/s]\n"
     ]
    },
    {
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       "\">\n",
       "  Your browser does not support the video tag.\n",
       "</video>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from demo import make_animation\n",
    "from skimage import img_as_ubyte\n",
    "\n",
    "if predict_mode=='relative' and find_best_frame:\n",
    "    from demo import find_best_frame as _find\n",
    "    i = _find(source_image, driving_video, device.type=='cpu')\n",
    "    print (\"Best frame: \" + str(i))\n",
    "    driving_forward = driving_video[i:]\n",
    "    driving_backward = driving_video[:(i+1)][::-1]\n",
    "    predictions_forward = make_animation(source_image, driving_forward, inpainting, kp_detector, dense_motion_network, avd_network, device = device, mode = predict_mode)\n",
    "    predictions_backward = make_animation(source_image, driving_backward, inpainting, kp_detector, dense_motion_network, avd_network, device = device, mode = predict_mode)\n",
    "    predictions = predictions_backward[::-1] + predictions_forward[1:]\n",
    "else:\n",
    "    predictions = make_animation(source_image, driving_video, inpainting, kp_detector, dense_motion_network, avd_network, device = device, mode = predict_mode)\n",
    "\n",
    "#save resulting video\n",
    "imageio.mimsave(output_video_path, [img_as_ubyte(frame) for frame in predictions], fps=fps)\n",
    "\n",
    "HTML(display(source_image, driving_video, predictions).to_html5_video())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "accelerator": "GPU",
  "colab": {
   "include_colab_link": true,
   "name": "first-order-model-demo.ipynb",
   "provenance": [],
   "toc_visible": true
  },
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
